SLIDE 1 Search for Continuous Gravitational Waves from Spinning Neutron Stars
Speaker : Ling Sun Supervisor : Andrew Melatos OzGrav, University of Melbourne
Composite optical/X-ray image of the Crab Nebula (Optical: NASA/HST/ASU/J. Hester et al. X-Ray: NASA/CXC/ASU/J. Hester et al.)
SLIDE 2 Agenda
- Background (GW, detections, sources)
- Hidden Markov models
- Low-mass X-ray binary (LMXB) — Scorpius X-1
- Young supernova remnant (SNR) — SN1987A
- Post-merger remnant — GW170817
- Other contribution & future work
SLIDE 3 100 years ago… 1915 - 1916 Einstein predicted gravitational waves…
Source: Wikipedia
100 years later… 2015.09.14 LIGO detected the first gravitational-waves event!
More detections… … To be continued
SLIDE 4 Source: Wikimedia
What are gravitational waves?
Credit: Qimono/Flickr Credit: NASA/Dana Berry, Sky Works Digital
They are ‘ripples’ in the fabric of spacetime, traveling at the speed of light.
“Matter tells spacetime how to curve, and spacetime tells matter how to move.” — John Archibald Wheeler
SLIDE 5 What is Laser Interferometer Gravitational-Wave Observatory?
Credit: LIGO/Virgo
h0 = ∆L L
L = 4 km
∆L ∼ 10−19 m
1/10,000 of a proton!
SLIDE 6 Credit: The SXS (Simulating eXtreme Spacetimes) Project
Binary black hole coalescences
Credit: LIGO
LIGO/Virgo/NASA/Leo Singer (Milky Way image: Axel Mellinger)
GW150914 GW151226 LVT151012 GW170104 GW170814 GW170817 GW170608
SLIDE 7 Binary neutron star coalescence - GW170817
Credit: NASA GSFC & LIGO-Virgo
- Astrophys. J. Lett. 848, L12 (2017)
SLIDE 8
SLIDE 9 What else?
The Crab Nebula is a pulsar wind nebula associated with the 1054 supernova NASA, ESA, J. Hester and A. Loll (Arizona State University) Credit: ESA and the Planck Collaboration
Small h0 … Need longer observation and more computing cost
SLIDE 10
- Targeted searches for pulsars with known sky position and
ephemerides
- Directed searches for neutron stars with known sky position
but unknown rotation frequency
- All-sky searches over the entire sky for unknown neutron stars
Continuous wave data analysis categories
SLIDE 11 We do not know the spin frequency of the star
- Need to search a broad range of frequencies — a lot computing cost
The spin frequency is wandering
- Internal - fluctuating magnetospheric or superfluid torques
- External - fluctuating accretion torque
- Can not do coherent search over a long duration
Challenges in directed searches Rapid spin down of young targets
- Need to search higher time derivatives of frequency
SLIDE 12 Hidden Markov models
[1] Suvorova, Sun, Melatos, Moran, Evans, Phys. Rev. D 93, 123009 (2016)
SLIDE 13 Hidden Markov Model
- Markov Chain - A random process with discrete states, changing from
- ne state to another; The next state only depends on the current state;
The transition is governed by a transition probability matrix.
- Hidden Markov Model - States are not directly observable.
LIGO noisy raw data Spin-wandering GW signal
SLIDE 14
Viterbi Algorithm and Optimal Path
SLIDE 15
Tracking Spin-wandering Signals
h0 = 3 x 10-25
h0 = 1 x 10-25 h0 = 6 x 10-26
h0 = 6 x 10-26
h0 = 2 x 10-26
Signal from isolated NS under aLIGO design sensitivity
SLIDE 16 Low-mass X-ray binaries (LMXBs) — HMM tracking
[2] LIGO Scientific Collaboration and Virgo Collaboration, Phys. Rev. D 95, 122003 (2017)
Image: An artist's impression of the Scorpius X-1 LMXB system Credit: Ralf Schoofs
SLIDE 17 Low-mass X-ray binary (LMXB)
Image: Tauris et al., Formation and evolution of compact stellar X-ray sources
accretion spins the star up; GW emission slows it down
Image: Sammut PhD Thesis (2015)
SLIDE 18 Why is Scorpius X-1 interesting?
- Accretion in LMXB is a natural method of powering GW emission.
Image: Tauris et al., Formation and evolution of compact stellar X-ray sources
- Torque-balance theory — accretion spins the star up; GW
emission slows it down — the more X-ray luminous, the stronger GW emission
- Scorpius X-1 — the brightest LMXB in our galaxy; sky position
and orbital period well observed
SLIDE 19 h+,×(t) ∝
∞
X
n=−∞
Jn(2πf0a0) cos[2π(f0 + n/P)t]
Before HMM tracking…
Intermediate polar animation by Dr Andy Beardmore, Keele University
- Signal is Doppler modulated
a0 - projected semi-major axis P - orbital period
Use a Bessel-weighted matched filter
SLIDE 20
Remove the Doppler modulation
SLIDE 21 A true signal with that strain amplitude would produce a signal power stronger than what was measured in the data 95% (or more) of the time.
Search results in the first Advanced LIGO observing run
Abbott et al., Phys. Rev. D. 95, 122003 (2017)
SLIDE 22 Image: An artist's impression of the Scorpius X-1 LMXB system Credit: Ralf Schoofs
Low-mass X-ray binaries (LMXBs) — Sideband search
[3] Sun, Melatos, Sammut, LIGO-T1600457 (2016)
SLIDE 23 Sideband Search (Advanced LIGO O1)
Sammut et al., PRD 89, 043001 (2014)
- Only search a 10-day data stretch (avoid the impact of spin wandering)
- The search was conducted using the Initial LIGO S5 data
- Less sensitive than HMM tracking
- O1 results improve on previously published S5 results by a factor of ~4
SLIDE 24 Young supernova remnants (SNRs) — Cross-correlation search
[4] Sun, Melatos, Lasky, Chung, Darman, Phys. Rev. D 94, 082004 (2016)
SLIDE 25
- A semi-coherent search strategy
(Dhurandhar et al. 2008; Chung et al. 2011)
- Short Fourier Transform (SFT) segments
(30 min) for long Tobs (1 year, 4 months, etc.)
Cross-Correlation Method
} Tlag = 1 hr } Tlag = 1 hr
Credit: J. T. Whelan
2 hrs
SLIDE 26 Detection Statistic
Weights - parameters of the source, including
1) Fast phase evolution terms (i.e. f, f’, etc.) 2) Slow functions of orientation (i.e. ψ, ι, etc.)
- Detection statistic is a weighted sum of over all SFT pairs.
- SFTs are paired and multiplied
SLIDE 27
Search over
Phase Tracking for Young Target
{ν, ˙ ν, ¨ ν, ... ν , · · · } {ν0, Q1, Q2, n} instead of
Q1 ∝ ✏2 Q2 ∝ B2
Gravitational spin down Electromagnetic spin down
SLIDE 28
- Type II core-collapse supernova
(February 1987)
- Large Magellanic Cloud (α = 5h 35m
28.03s, δ = −69◦16′11.79′′, d = 51.4 kpc.)
- Initial LIGO upper limit h0 ~ 3.8 x 10-25
Cross-Correlation Search for SN 1987A (Initial LIGO S5)
Sun et al., 2016
SLIDE 29 Young supernova remnants (SNRs) — HMM tracking
[5] Sun, Melatos, Suvorova, Moran, Evans, arXiv:1710.00460 (2017)
SLIDE 30 Frequency tracking
- Allow to move at most
- ne bin over each step
- Short step size is required
- Emission probabilities: 1-D
maximum likelihood estimator Weak spin wandering (timing noise)
SLIDE 31
Tracking Example
| ˙ f0| ∼ 10−11 Hzs−1
SLIDE 32
Frequency tracking
Strong spin wandering (timing noise)
SLIDE 33
Tracking Example
| ˙ f0| ∼ 10−11 Hzs−1
SLIDE 34
| ˙ f0| ∼ 10−8 Hzs−1
Rapid spin down, negligible spin wandering
SLIDE 35 An alternative: 2-D tracking
- Allow to move at most one bin over each step
- Track limited frequency range according to
- Emission probabilities: 2-D maximum likelihood estimator
SLIDE 36
2-D Tracking Example
| ˙ f0| ∼ 10−8 Hzs−1
SLIDE 37 GW170817 post-merger remnant — HMM tracking
[5] Sun, Melatos, Suvorova, Moran, Evans, arXiv:1710.00460 (2017)
Image: Artist’s illustration of two merging neutron stars. (Credit: NSF/ LIGO/Sonoma State University/ Aurore Simonnet)
SLIDE 38
- Prompt formation of a BH
- Hypermassive NS that collapses to a BH in ~ < 1s
- Supramassive NS that collapses to a BH on timescales of ~10 − 104 s
- Formation of a stable NS
What is left over after GW170817?
Credit: T. Dietrich, S. Ossokine, H. Pfeiffer, A. Buonanno/Max Planck Institute for Gravitational Physics/BAM collaboration
SLIDE 39
readily applied to the post-merger search for long-duration quasi-CW signals (spin-down timescale ~102 —104 s)
allow the spinning-down signal to wander
with the extremely rapid spin down
Tracking Samples
What is left over after GW170817?
SLIDE 40 Other contribution
- Advanced LIGO O1 Hardware
injection verification
- Test the front-end calibration
- HMM tracking for Sco X-1 v2.0
(led by Clearwater & Suvorova)
[6] Biwer et al, Phys. Rev. D 95, 062002 (2017) [7] Suvorova, Clearwater, Melatos, Sun, Moran, Evans, Hidden, arXiv:1710.07092, accepted for publication in PRD (2017)
SLIDE 41 Credit: Joe McNally/Getty Images
Ongoing & Future work
- Complete the GW170817 post-merger remnant search
- Further improve the methods, and search upcoming interferometer data
- Search other CW sources, e.g., ultralight boson cloud around a BH
- Extend my research to gravitational-wave physics more broadly
Thanks! Questions?